Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20336
Missing cells	222441
Missing cells (%)	24.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.8 MiB
Average record size in memory	352.0 B

Variable types

Numeric	39
Unsupported	1
Categorical	4

Alerts

`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Temp` has 235 (1.2%) missing values	Missing
`SBP` has 258 (1.3%) missing values	Missing
`DBP` has 7384 (36.3%) missing values	Missing
`EtCO2` has 20336 (100.0%) missing values	Missing
`BaseExcess` has 7684 (37.8%) missing values	Missing
`HCO3` has 535 (2.6%) missing values	Missing
`FiO2` has 8349 (41.1%) missing values	Missing
`pH` has 7155 (35.2%) missing values	Missing
`PaCO2` has 7759 (38.2%) missing values	Missing
`SaO2` has 12373 (60.8%) missing values	Missing
`AST` has 14443 (71.0%) missing values	Missing
`BUN` has 427 (2.1%) missing values	Missing
`Alkalinephos` has 14633 (72.0%) missing values	Missing
`Calcium` has 3789 (18.6%) missing values	Missing
`Chloride` has 542 (2.7%) missing values	Missing
`Creatinine` has 461 (2.3%) missing values	Missing
`Bilirubin_direct` has 19750 (97.1%) missing values	Missing
`Glucose` has 407 (2.0%) missing values	Missing
`Lactate` has 12603 (62.0%) missing values	Missing
`Magnesium` has 1388 (6.8%) missing values	Missing
`Phosphate` has 3650 (17.9%) missing values	Missing
`Potassium` has 433 (2.1%) missing values	Missing
`Bilirubin_total` has 14566 (71.6%) missing values	Missing
`TroponinI` has 19847 (97.6%) missing values	Missing
`Hct` has 364 (1.8%) missing values	Missing
`Hgb` has 507 (2.5%) missing values	Missing
`PTT` has 4496 (22.1%) missing values	Missing
`WBC` has 625 (3.1%) missing values	Missing
`Fibrinogen` has 17769 (87.4%) missing values	Missing
`Platelets` has 585 (2.9%) missing values	Missing
`Unit1` has 9522 (46.8%) missing values	Missing
`Unit2` has 9522 (46.8%) missing values	Missing
`PatientID` has unique values	Unique
`EtCO2` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`BaseExcess` has 1018 (5.0%) zeros	Zeros
`SepsisLabel` has 18546 (91.2%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:21:21.381538
Analysis finished	2021-11-29 10:21:35.408062
Duration	14.03 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIQUE

Distinct	20336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10173.60651

Minimum	1
Maximum	20643
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1017.75
Q1	5084.75
median	10168.5
Q3	15252.25
95-th percentile	19320.25
Maximum	20643
Range	20642
Interquartile range (IQR)	10167.5

Descriptive statistics

Standard deviation	5879.461518
Coefficient of variation (CV)	0.5779132024
Kurtosis	-1.192915145
Mean	10173.60651
Median Absolute Deviation (MAD)	5084
Skewness	0.005160825078
Sum	206890462
Variance	34568067.75
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
13556	1	< 0.1%
13563	1	< 0.1%
13562	1	< 0.1%
13561	1	< 0.1%
13560	1	< 0.1%
13559	1	< 0.1%
13558	1	< 0.1%
13557	1	< 0.1%
13555	1	< 0.1%
Other values (20326)	20326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
20643	1	< 0.1%
20642	1	< 0.1%
20641	1	< 0.1%
20640	1	< 0.1%
20639	1	< 0.1%
20638	1	< 0.1%
20637	1	< 0.1%
20636	1	< 0.1%
20635	1	< 0.1%
20634	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	15835
Distinct (%)	77.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	84.54890909

Minimum	30.25806452
Maximum	150.8888889
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	30.25806452
5-th percentile	62.23484848
Q1	74.67936623
median	83.83333333
Q3	93.63794926
95-th percentile	108.950766
Maximum	150.8888889
Range	120.6308244
Interquartile range (IQR)	18.95858303

Descriptive statistics

Standard deviation	14.22214204
Coefficient of variation (CV)	0.1682120111
Kurtosis	0.1909661708
Mean	84.54890909
Median Absolute Deviation (MAD)	9.49122807
Skewness	0.2977791885
Sum	1719302.066
Variance	202.2693241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	21	0.1%
80	18	0.1%
70	17	0.1%
81	17	0.1%
83	16	0.1%
78.5	16	0.1%
77	15	0.1%
78	15	0.1%
74	14	0.1%
90	14	0.1%
Other values (15825)	20172	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.25806452	1	< 0.1%
35.41025641	1	< 0.1%
39.61904762	1	< 0.1%
40.56140351	1	< 0.1%
41	1	< 0.1%
42.01428571	1	< 0.1%
42.41176471	1	< 0.1%
42.58823529	1	< 0.1%
42.76595745	1	< 0.1%
43.58333333	1	< 0.1%

Value	Count	Frequency (%)
150.8888889	1	< 0.1%
150.1666667	1	< 0.1%
145.8	1	< 0.1%
145.2586207	1	< 0.1%
145.1538462	1	< 0.1%
144.1829268	1	< 0.1%
143.7826087	1	< 0.1%
142.4375	1	< 0.1%
142.0606061	1	< 0.1%
141.3529412	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	7624
Distinct (%)	37.5%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.20110086

Minimum	27
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	27
5-th percentile	94.29685185
Q1	96.27272727
median	97.44680851
Q3	98.51681034
95-th percentile	99.65
Maximum	100
Range	73
Interquartile range (IQR)	2.244083072

Descriptive statistics

Standard deviation	2.233046467
Coefficient of variation (CV)	0.02297346889
Kurtosis	138.6936321
Mean	97.20110086
Median Absolute Deviation (MAD)	1.115691489
Skewness	-7.318368528
Sum	1975515.174
Variance	4.986496523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	166	0.8%
97	132	0.6%
99	102	0.5%
98	101	0.5%
96	99	0.5%
97.5	87	0.4%
98.5	85	0.4%
96.5	73	0.4%
99.5	60	0.3%
95	53	0.3%
Other values (7614)	19366	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
34.25	1	< 0.1%
49	1	< 0.1%
55.5	1	< 0.1%
56.30263158	1	< 0.1%
57.5	1	< 0.1%
61.95454545	1	< 0.1%
65.8	1	< 0.1%
66.25	1	< 0.1%
66.5	1	< 0.1%

Value	Count	Frequency (%)
100	166	0.8%
99.98888889	1	< 0.1%
99.98684211	1	< 0.1%
99.98611111	1	< 0.1%
99.98387097	2	< 0.1%
99.98333333	1	< 0.1%
99.98275862	1	< 0.1%
99.98181818	1	< 0.1%
99.98	2	< 0.1%
99.97959184	1	< 0.1%

Temp
Real number (ℝ_≥0)

MISSING

Distinct	10695
Distinct (%)	53.2%
Missing	235
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.91389324

Minimum	30.5
Maximum	39.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	30.5
5-th percentile	36.06636364
Q1	36.561
median	36.90285714
Q3	37.26333333
95-th percentile	37.81818182
Maximum	39.61
Range	9.11
Interquartile range (IQR)	0.7023333333

Descriptive statistics

Standard deviation	0.5575562462
Coefficient of variation (CV)	0.01510423847
Kurtosis	3.197251831
Mean	36.91389324
Median Absolute Deviation (MAD)	0.3500571429
Skewness	-0.2923179345
Sum	742006.1681
Variance	0.3108689677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.5	54	0.3%
37	54	0.3%
36.89	54	0.3%
36.61	48	0.2%
36.39	46	0.2%
36.75	37	0.2%
36.83333333	30	0.1%
36.72	29	0.1%
36.945	29	0.1%
36.78	28	0.1%
Other values (10685)	19692	96.8%
(Missing)	235	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5	1	< 0.1%
32.35	1	< 0.1%
32.45636364	1	< 0.1%
32.52	1	< 0.1%
32.75	1	< 0.1%
33.04	1	< 0.1%
33.06842105	1	< 0.1%
33.11666667	1	< 0.1%
33.17	1	< 0.1%
33.3825	1	< 0.1%

Value	Count	Frequency (%)
39.61	1	< 0.1%
39.385	1	< 0.1%
39.358	1	< 0.1%
39.3475	1	< 0.1%
39.203	1	< 0.1%
39.156	1	< 0.1%
39.154	1	< 0.1%
39.11090909	1	< 0.1%
39.11	1	< 0.1%
39.09142857	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	15880
Distinct (%)	79.1%
Missing	258
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	120.24809

Minimum	35
Maximum	214.8181818
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	35
5-th percentile	97.56234631
Q1	108.5416667
median	118.0976935
Q3	130.2128258
95-th percentile	150.3529419
Maximum	214.8181818
Range	179.8181818
Interquartile range (IQR)	21.67115909

Descriptive statistics

Standard deviation	16.44958943
Coefficient of variation (CV)	0.1367970953
Kurtosis	0.6297223171
Mean	120.24809
Median Absolute Deviation (MAD)	10.55658993
Skewness	0.5637393354
Sum	2414341.152
Variance	270.5889925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109.5	19	0.1%
117	18	0.1%
115.5	18	0.1%
118.5	17	0.1%
125	17	0.1%
116	16	0.1%
113	16	0.1%
107.5	15	0.1%
108	15	0.1%
119	15	0.1%
Other values (15870)	19912	97.9%
(Missing)	258	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
48.51724138	1	< 0.1%
52.275	1	< 0.1%
57.3125	1	< 0.1%
57.39285714	1	< 0.1%
58.16666667	1	< 0.1%
58.725	1	< 0.1%
63.02439024	1	< 0.1%
63.05	1	< 0.1%
63.15909091	1	< 0.1%

Value	Count	Frequency (%)
214.8181818	1	< 0.1%
207.0555556	1	< 0.1%
197.7916667	1	< 0.1%
194.6666667	1	< 0.1%
193.3636364	1	< 0.1%
191.8684211	1	< 0.1%
188.245098	1	< 0.1%
187.75	1	< 0.1%
187.6470588	1	< 0.1%
187	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17616
Distinct (%)	86.6%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	78.47385076

Minimum	22
Maximum	149
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	22
5-th percentile	63.52564938
Q1	70.95047619
median	77.05555556
Q3	84.76273148
95-th percentile	97.9781875
Maximum	149
Range	127
Interquartile range (IQR)	13.81225529

Descriptive statistics

Standard deviation	10.78266445
Coefficient of variation (CV)	0.1374045538
Kurtosis	1.015771754
Mean	78.47385076
Median Absolute Deviation (MAD)	6.766929825
Skewness	0.6675458805
Sum	1595687.281
Variance	116.2658527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79	17	0.1%
73	17	0.1%
71	16	0.1%
79.5	15	0.1%
73.66666667	14	0.1%
74	13	0.1%
78	13	0.1%
76	13	0.1%
69	12	0.1%
75	12	0.1%
Other values (17606)	20192	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
32.42518519	1	< 0.1%
36.1915	1	< 0.1%
40.63419355	1	< 0.1%
41	1	< 0.1%
41.8	1	< 0.1%
41.917	1	< 0.1%
43.042	1	< 0.1%
43.249	1	< 0.1%
43.5	1	< 0.1%

Value	Count	Frequency (%)
149	1	< 0.1%
141.5416667	1	< 0.1%
140.0657895	1	< 0.1%
133.1481481	1	< 0.1%
131.75	1	< 0.1%
131.2868	1	< 0.1%
131.1116667	1	< 0.1%
130.09375	1	< 0.1%
129.8125	1	< 0.1%
129.3636364	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	9586
Distinct (%)	74.0%
Missing	7384
Missing (%)	36.3%
Infinite	0
Infinite (%)	0.0%
Mean	60.1749596

Minimum	27.33333333
Maximum	135.7222222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	27.33333333
5-th percentile	46.05235369
Q1	53.34050325
median	59.01934524
Q3	65.85958501
95-th percentile	78.06965409
Maximum	135.7222222
Range	108.3888889
Interquartile range (IQR)	12.51908177

Descriptive statistics

Standard deviation	9.920291131
Coefficient of variation (CV)	0.1648574623
Kurtosis	1.447456563
Mean	60.1749596
Median Absolute Deviation (MAD)	6.153132992
Skewness	0.7141169379
Sum	779386.0767
Variance	98.41217612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	26	0.1%
59	22	0.1%
61	21	0.1%
62	21	0.1%
60	20	0.1%
68	20	0.1%
54	19	0.1%
63	19	0.1%
52.5	19	0.1%
56	18	0.1%
Other values (9576)	12747	62.7%
(Missing)	7384	36.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27.33333333	1	< 0.1%
27.525	1	< 0.1%
28.58333333	1	< 0.1%
29	3	< 0.1%
29.09574468	1	< 0.1%
30.76470588	1	< 0.1%
32.475	1	< 0.1%
32.66666667	1	< 0.1%
32.83333333	1	< 0.1%
32.91363636	1	< 0.1%

Value	Count	Frequency (%)
135.7222222	1	< 0.1%
134	1	< 0.1%
116.5454545	1	< 0.1%
115.8333333	1	< 0.1%
110.75	1	< 0.1%
109.9	1	< 0.1%
108.625	1	< 0.1%
108	1	< 0.1%
107.8	1	< 0.1%
107.1956522	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	11537
Distinct (%)	56.8%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.59127165

Minimum	7.739130435
Maximum	41.66666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	7.739130435
5-th percentile	13.5625
Q1	16.05952381
median	18.09175084
Q3	20.57366558
95-th percentile	25.32476351
Maximum	41.66666667
Range	33.92753623
Interquartile range (IQR)	4.514141768

Descriptive statistics

Standard deviation	3.651738089
Coefficient of variation (CV)	0.1964221791
Kurtosis	1.590410436
Mean	18.59127165
Median Absolute Deviation (MAD)	2.216750842
Skewness	0.903422218
Sum	377551.5446
Variance	13.33519107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	71	0.3%
18	62	0.3%
17	58	0.3%
20	49	0.2%
17.5	48	0.2%
16.5	45	0.2%
19	44	0.2%
15	43	0.2%
18.5	41	0.2%
15.5	40	0.2%
Other values (11527)	19807	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.739130435	1	< 0.1%
8.404761905	1	< 0.1%
9	1	< 0.1%
9.2	1	< 0.1%
9.363636364	1	< 0.1%
9.429347826	1	< 0.1%
9.5	1	< 0.1%
9.608695652	1	< 0.1%
9.666666667	1	< 0.1%
9.790816327	1	< 0.1%

Value	Count	Frequency (%)
41.66666667	1	< 0.1%
40.22222222	1	< 0.1%
39.5	1	< 0.1%
38.15384615	1	< 0.1%
37.91304348	1	< 0.1%
37.75	1	< 0.1%
37.35714286	1	< 0.1%
37.3125	1	< 0.1%
36.87727273	1	< 0.1%
36.75	1	< 0.1%

EtCO2
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	20336
Missing (%)	100.0%
Memory size	159.0 KiB

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	1807
Distinct (%)	14.3%
Missing	7684
Missing (%)	37.8%
Infinite	0
Infinite (%)	0.0%
Mean	-0.3804393698

Minimum	-25
Maximum	25
Zeros	1018
Zeros (%)	5.0%
Negative	6636
Negative (%)	32.6%
Memory size	159.0 KiB

Quantile statistics

Minimum	-25
5-th percentile	-6.153571429
Q1	-2
median	-0.2857142857
Q3	1.2
95-th percentile	5.75
Maximum	25
Range	50
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	3.825150717
Coefficient of variation (CV)	-10.05456065
Kurtosis	4.943321824
Mean	-0.3804393698
Median Absolute Deviation (MAD)	1.714285714
Skewness	-0.0485160246
Sum	-4813.318907
Variance	14.63177801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1018	5.0%
-1	486	2.4%
1	463	2.3%
-2	369	1.8%
2	321	1.6%
3	251	1.2%
-3	239	1.2%
-0.5	216	1.1%
0.5	212	1.0%
4	175	0.9%
Other values (1797)	8902	43.8%
(Missing)	7684	37.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-24.5	1	< 0.1%
-24	2	< 0.1%
-22.66666667	1	< 0.1%
-22.25	1	< 0.1%
-21.75	1	< 0.1%
-21.6	1	< 0.1%
-21.07142857	1	< 0.1%
-20.5	2	< 0.1%
-20.33333333	1	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
24	1	< 0.1%
21	2	< 0.1%
20.71428571	1	< 0.1%
20	1	< 0.1%
19.33333333	1	< 0.1%
19	3	< 0.1%
18.81818182	1	< 0.1%
18.8	1	< 0.1%
18	3	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	791
Distinct (%)	4.0%
Missing	535
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	24.40642358

Minimum	5
Maximum	54.33333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	5
5-th percentile	18
Q1	22.2
median	24.33333333
Q3	26.5
95-th percentile	30.5
Maximum	54.33333333
Range	49.33333333
Interquartile range (IQR)	4.3

Descriptive statistics

Standard deviation	3.90020506
Coefficient of variation (CV)	0.1598023998
Kurtosis	3.089016315
Mean	24.40642358
Median Absolute Deviation (MAD)	2.166666667
Skewness	0.4065426165
Sum	483271.5934
Variance	15.21159951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	1367	6.7%
24	1340	6.6%
26	1163	5.7%
23	1153	5.7%
22	891	4.4%
27	873	4.3%
28	576	2.8%
21	565	2.8%
24.5	533	2.6%
23.5	460	2.3%
Other values (781)	10880	53.5%
(Missing)	535	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
6.5	2	< 0.1%
7	1	< 0.1%
7.2	1	< 0.1%
7.428571429	1	< 0.1%
8	5	< 0.1%
8.363636364	1	< 0.1%
8.5	1	< 0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
54.33333333	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%
48	1	< 0.1%
47.66666667	2	< 0.1%
46.5	1	< 0.1%
46.33333333	1	< 0.1%
46	2	< 0.1%
45.5	1	< 0.1%
45.25	1	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING

Distinct	1891
Distinct (%)	15.8%
Missing	8349
Missing (%)	41.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.5401693434

Minimum	0
Maximum	10
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3766666667
Q1	0.4428571429
median	0.5055555556
Q3	0.6
95-th percentile	0.8333333333
Maximum	10
Range	10
Interquartile range (IQR)	0.1571428571

Descriptive statistics

Standard deviation	0.1667768776
Coefficient of variation (CV)	0.3087492462
Kurtosis	863.7380682
Mean	0.5401693434
Median Absolute Deviation (MAD)	0.07777777778
Skewness	15.93688734
Sum	6475.009919
Variance	0.0278145269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	1114	5.5%
0.4	688	3.4%
0.6	338	1.7%
1	312	1.5%
0.45	231	1.1%
0.55	195	1.0%
0.625	192	0.9%
0.6666666667	166	0.8%
0.4	164	0.8%
0.7	137	0.7%
Other values (1881)	8450	41.6%
(Missing)	8349	41.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.02	2	< 0.1%
0.03	4	< 0.1%
0.04	3	< 0.1%
0.08	1	< 0.1%
0.11	1	< 0.1%
0.15	1	< 0.1%
0.18	1	< 0.1%
0.184	1	< 0.1%
0.2	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
1	312	1.5%
0.9966666667	1	< 0.1%
0.9947368421	1	< 0.1%
0.9933333333	1	< 0.1%
0.9928571429	1	< 0.1%
0.9916666667	1	< 0.1%
0.99	4	< 0.1%
0.9884210526	1	< 0.1%
0.9875	1	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2188
Distinct (%)	16.6%
Missing	7155
Missing (%)	35.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.383642509

Minimum	6.63
Maximum	7.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	6.63
5-th percentile	7.29
Q1	7.355
median	7.386666667
Q3	7.42
95-th percentile	7.47
Maximum	7.73
Range	1.1
Interquartile range (IQR)	0.065

Descriptive statistics

Standard deviation	0.05900372908
Coefficient of variation (CV)	0.007991141095
Kurtosis	9.115096707
Mean	7.383642509
Median Absolute Deviation (MAD)	0.03238095238
Skewness	-1.361189307
Sum	97323.79191
Variance	0.003481440046
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	329	1.6%
7.37	328	1.6%
7.38	324	1.6%
7.42	259	1.3%
7.43	244	1.2%
7.41	230	1.1%
7.39	188	0.9%
7.44	184	0.9%
7.35	177	0.9%
7.36	170	0.8%
Other values (2178)	10748	52.9%
(Missing)	7155	35.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.63	1	< 0.1%
6.65	1	< 0.1%
6.87	1	< 0.1%
6.9	1	< 0.1%
6.94	1	< 0.1%
6.94	1	< 0.1%
6.95	1	< 0.1%
6.96	1	< 0.1%
6.962	1	< 0.1%
6.975	1	< 0.1%

Value	Count	Frequency (%)
7.73	1	< 0.1%
7.695	1	< 0.1%
7.66	1	< 0.1%
7.63	1	< 0.1%
7.59	1	< 0.1%
7.585	1	< 0.1%
7.575	1	< 0.1%
7.573333333	1	< 0.1%
7.566666667	1	< 0.1%
7.565	1	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2061
Distinct (%)	16.4%
Missing	7759
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	41.14150912

Minimum	10
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	10
5-th percentile	31
Q1	36.875
median	40.26923077
Q3	44.1875
95-th percentile	53.40571429
Maximum	98
Range	88
Interquartile range (IQR)	7.3125

Descriptive statistics

Standard deviation	7.683341373
Coefficient of variation (CV)	0.1867539995
Kurtosis	7.048028623
Mean	41.14150912
Median Absolute Deviation (MAD)	3.730769231
Skewness	1.704228689
Sum	517436.7602
Variance	59.03373465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	303	1.5%
38	283	1.4%
41	280	1.4%
39	278	1.4%
43	262	1.3%
42	260	1.3%
37	253	1.2%
44	238	1.2%
36	202	1.0%
45	195	1.0%
Other values (2051)	10023	49.3%
(Missing)	7759	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
15.5	1	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18.75	1	< 0.1%
18.83333333	1	< 0.1%
19	1	< 0.1%
19.14285714	1	< 0.1%
19.2	1	< 0.1%
19.25	1	< 0.1%

Value	Count	Frequency (%)
98	1	< 0.1%
96.75	1	< 0.1%
95.33333333	1	< 0.1%
94	1	< 0.1%
93.5	1	< 0.1%
93	2	< 0.1%
91.66666667	1	< 0.1%
91.25	1	< 0.1%
90	1	< 0.1%
89.5	1	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	1382
Distinct (%)	17.4%
Missing	12373
Missing (%)	60.8%
Infinite	0
Infinite (%)	0.0%
Mean	91.7306866

Minimum	29.5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	29.5
5-th percentile	71
Q1	89.29705882
median	96
Q3	97.7
95-th percentile	98.66666667
Maximum	100
Range	70.5
Interquartile range (IQR)	8.402941176

Descriptive statistics

Standard deviation	9.105877385
Coefficient of variation (CV)	0.09926751584
Kurtosis	4.497235356
Mean	91.7306866
Median Absolute Deviation (MAD)	2
Skewness	-2.023994356
Sum	730451.4574
Variance	82.91700296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	1025	5.0%
97	576	2.8%
99	315	1.5%
96	309	1.5%
97.5	226	1.1%
98.5	170	0.8%
95	160	0.8%
96.5	113	0.6%
94	110	0.5%
97.66666667	98	0.5%
Other values (1372)	4861	23.9%
(Missing)	12373	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.5	1	< 0.1%
30	1	< 0.1%
31.5	1	< 0.1%
32.25	1	< 0.1%
40	1	< 0.1%
41.25	1	< 0.1%
41.33333333	1	< 0.1%
41.5	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%

Value	Count	Frequency (%)
100	18	0.1%
99.5	2	< 0.1%
99.33333333	1	< 0.1%
99.2	2	< 0.1%
99	315	1.5%
98.83333333	3	< 0.1%
98.82142857	1	< 0.1%
98.8	1	< 0.1%
98.79166667	1	< 0.1%
98.75	13	0.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	1304
Distinct (%)	22.1%
Missing	14443
Missing (%)	71.0%
Infinite	0
Infinite (%)	0.0%
Mean	185.7381345

Minimum	3
Maximum	9210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3
5-th percentile	14
Q1	23.33333333
median	43
Q3	98
95-th percentile	688.6
Maximum	9210
Range	9207
Interquartile range (IQR)	74.66666667

Descriptive statistics

Standard deviation	618.0870944
Coefficient of variation (CV)	3.327733941
Kurtosis	71.7154808
Mean	185.7381345
Median Absolute Deviation (MAD)	24
Skewness	7.728193141
Sum	1094554.827
Variance	382031.6562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	126	0.6%
18	125	0.6%
24	119	0.6%
17	119	0.6%
16	116	0.6%
22	113	0.6%
20	106	0.5%
15	104	0.5%
21	103	0.5%
23	95	0.5%
Other values (1294)	4767	23.4%
(Missing)	14443	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	5	< 0.1%
7	5	< 0.1%
8	10	< 0.1%
8.25	1	< 0.1%
8.4	1	< 0.1%
8.5	3	< 0.1%
9	14	0.1%

Value	Count	Frequency (%)
9210	1	< 0.1%
8591	1	< 0.1%
7868.8	1	< 0.1%
7697.333333	1	< 0.1%
7438.5	1	< 0.1%
7393	1	< 0.1%
7279.4	1	< 0.1%
7174	1	< 0.1%
6982.5	1	< 0.1%
6910.5	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1554
Distinct (%)	7.8%
Missing	427
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	22.57039553

Minimum	1.285714286
Maximum	227.3333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	1.285714286
5-th percentile	7
Q1	12
median	17
Q3	26
95-th percentile	59.27142857
Maximum	227.3333333
Range	226.047619
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	18.18592295
Coefficient of variation (CV)	0.8057423239
Kurtosis	10.13880362
Mean	22.57039553
Median Absolute Deviation (MAD)	6
Skewness	2.679689373
Sum	449354.0046
Variance	330.7277934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	578	2.8%
14	571	2.8%
13	566	2.8%
12	541	2.7%
15	508	2.5%
10	486	2.4%
16	475	2.3%
17	442	2.2%
9	435	2.1%
18	389	1.9%
Other values (1544)	14918	73.4%
(Missing)	427	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.285714286	1	< 0.1%
1.5	1	< 0.1%
1.666666667	1	< 0.1%
1.857142857	1	< 0.1%
2	8	< 0.1%
2.333333333	2	< 0.1%
2.5	5	< 0.1%
2.666666667	3	< 0.1%
2.8	2	< 0.1%
3	34	0.2%

Value	Count	Frequency (%)
227.3333333	1	< 0.1%
187.5	1	< 0.1%
178.5	1	< 0.1%
177	1	< 0.1%
170.5	1	< 0.1%
169.5	1	< 0.1%
168	1	< 0.1%
166.75	1	< 0.1%
163.3333333	1	< 0.1%
159.3333333	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	1107
Distinct (%)	19.4%
Missing	14633
Missing (%)	72.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.4410878

Minimum	7
Maximum	3726
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	7
5-th percentile	37
Q1	57
median	77
Q3	114
95-th percentile	278
Maximum	3726
Range	3719
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	131.1173409
Coefficient of variation (CV)	1.19806321
Kurtosis	169.7134387
Mean	109.4410878
Median Absolute Deviation (MAD)	25
Skewness	9.646002046
Sum	624142.5237
Variance	17191.75709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	69	0.3%
63	67	0.3%
67	67	0.3%
59	67	0.3%
60	65	0.3%
49	64	0.3%
64	62	0.3%
61	62	0.3%
53	61	0.3%
66	60	0.3%
Other values (1097)	5059	24.9%
(Missing)	14633	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
19.5	2	< 0.1%
20	2	< 0.1%
22	2	< 0.1%
22.33333333	1	< 0.1%

Value	Count	Frequency (%)
3726	1	< 0.1%
2528	1	< 0.1%
2182.666667	1	< 0.1%
2145.5	1	< 0.1%
2020	1	< 0.1%
1669	1	< 0.1%
1529	1	< 0.1%
1477.666667	1	< 0.1%
1437	1	< 0.1%
1288	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	905
Distinct (%)	5.5%
Missing	3789
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.347046095

Minimum	3.9
Maximum	16.76666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3.9
5-th percentile	7.3
Q1	7.9
median	8.325
Q3	8.75
95-th percentile	9.433333333
Maximum	16.76666667
Range	12.86666667
Interquartile range (IQR)	0.85

Descriptive statistics

Standard deviation	0.6981063075
Coefficient of variation (CV)	0.08363513267
Kurtosis	6.594771934
Mean	8.347046095
Median Absolute Deviation (MAD)	0.425
Skewness	0.7262989842
Sum	138118.5717
Variance	0.4873524166
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.5	656	3.2%
8.3	603	3.0%
8.6	597	2.9%
8.4	595	2.9%
8.2	567	2.8%
8.1	550	2.7%
8	508	2.5%
8.7	471	2.3%
8.8	463	2.3%
7.9	395	1.9%
Other values (895)	11142	54.8%
(Missing)	3789	18.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.9	1	< 0.1%
4.5	1	< 0.1%
4.671428571	1	< 0.1%
4.7	2	< 0.1%
5.3	3	< 0.1%
5.4	1	< 0.1%
5.6	3	< 0.1%
5.7	1	< 0.1%
5.7	2	< 0.1%
5.7625	1	< 0.1%

Value	Count	Frequency (%)
16.76666667	1	< 0.1%
15.7	1	< 0.1%
15.65	1	< 0.1%
15.4	1	< 0.1%
14.95	1	< 0.1%
14.825	1	< 0.1%
13.95	1	< 0.1%
13.6	1	< 0.1%
13.33333333	1	< 0.1%
13.2	1	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	930
Distinct (%)	4.7%
Missing	542
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	105.5217411

Minimum	67.5
Maximum	138.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	67.5
5-th percentile	97
Q1	102.6666667
median	106
Q3	108.6666667
95-th percentile	113.3333333
Maximum	138.6
Range	71.1
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.122767032
Coefficient of variation (CV)	0.04854702904
Kurtosis	1.836872713
Mean	105.5217411
Median Absolute Deviation (MAD)	3
Skewness	-0.2649815802
Sum	2088697.344
Variance	26.24274206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	913	4.5%
106	911	4.5%
105	884	4.3%
108	781	3.8%
103	749	3.7%
104	722	3.6%
109	647	3.2%
102	553	2.7%
110	515	2.5%
101	491	2.4%
Other values (920)	12628	62.1%
(Missing)	542	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.5	1	< 0.1%
73	1	< 0.1%
74	1	< 0.1%
75.55555556	1	< 0.1%
78.28571429	1	< 0.1%
79.66666667	1	< 0.1%
80.33333333	1	< 0.1%
81	3	< 0.1%
81.33333333	1	< 0.1%
82	1	< 0.1%

Value	Count	Frequency (%)
138.6	1	< 0.1%
135.125	1	< 0.1%
133.75	1	< 0.1%
133	1	< 0.1%
132.8333333	1	< 0.1%
132	1	< 0.1%
131	2	< 0.1%
129.8947368	1	< 0.1%
129	1	< 0.1%
128.5	2	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1326
Distinct (%)	6.7%
Missing	461
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.298793482

Minimum	0.1
Maximum	27.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.9
Q3	1.24
95-th percentile	3.925
Maximum	27.4
Range	27.3
Interquartile range (IQR)	0.54

Descriptive statistics

Standard deviation	1.417181747
Coefficient of variation (CV)	1.091152494
Kurtosis	29.28253775
Mean	1.298793482
Median Absolute Deviation (MAD)	0.25
Skewness	4.486914185
Sum	25813.52045
Variance	2.008404104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	1301	6.4%
0.8	1268	6.2%
0.9	1206	5.9%
0.6	1144	5.6%
1	893	4.4%
0.5	722	3.6%
0.75	568	2.8%
1.1	531	2.6%
0.85	431	2.1%
0.65	429	2.1%
Other values (1316)	11382	56.0%
(Missing)	461	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	3	< 0.1%
0.1	1	< 0.1%
0.1333333333	3	< 0.1%
0.15	3	< 0.1%
0.1666666667	1	< 0.1%
0.2	3	< 0.1%
0.2	11	0.1%
0.2	3	< 0.1%
0.2333333333	2	< 0.1%
0.25	11	0.1%

Value	Count	Frequency (%)
27.4	1	< 0.1%
20.96666667	1	< 0.1%
18.2	1	< 0.1%
17.6	1	< 0.1%
17.3	1	< 0.1%
15.85	1	< 0.1%
15.7	1	< 0.1%
15.6	1	< 0.1%
15.51666667	1	< 0.1%
15.275	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	201
Distinct (%)	34.3%
Missing	19750
Missing (%)	97.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.642075183

Minimum	0.1
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.4
median	1
Q3	2.9
95-th percentile	10.6125
Maximum	37.5
Range	37.4
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	4.413299266
Coefficient of variation (CV)	1.670391249
Kurtosis	18.3851269
Mean	2.642075183
Median Absolute Deviation (MAD)	0.8
Skewness	3.767365242
Sum	1548.256057
Variance	19.47721041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	52	0.3%
0.1	43	0.2%
0.4	38	0.2%
0.3	29	0.1%
0.6	24	0.1%
0.5	23	0.1%
0.8	16	0.1%
0.7	13	0.1%
1.1	13	0.1%
1	10	< 0.1%
Other values (191)	325	1.6%
(Missing)	19750	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	43	0.2%
0.1666666667	1	< 0.1%
0.2	52	0.3%
0.25	2	< 0.1%
0.3	29	0.1%
0.32	1	< 0.1%
0.35	4	< 0.1%
0.3666666667	1	< 0.1%
0.4	1	< 0.1%
0.4	38	0.2%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
25.95	1	< 0.1%
22.2	1	< 0.1%
21.2	2	< 0.1%
21	1	< 0.1%
20.05	1	< 0.1%
19.8	1	< 0.1%
19.65	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	4538
Distinct (%)	22.8%
Missing	407
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.6371371

Minimum	19
Maximum	693.1333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	19
5-th percentile	88
Q1	109.625
median	125
Q3	146
95-th percentile	202.9
Maximum	693.1333333
Range	674.1333333
Interquartile range (IQR)	36.375

Descriptive statistics

Standard deviation	39.28551348
Coefficient of variation (CV)	0.2961878878
Kurtosis	15.36827196
Mean	132.6371371
Median Absolute Deviation (MAD)	17.66666667
Skewness	2.596670717
Sum	2643325.505
Variance	1543.351569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	135	0.7%
112	125	0.6%
120	121	0.6%
121	118	0.6%
108	118	0.6%
124	118	0.6%
122	117	0.6%
119	117	0.6%
114	116	0.6%
110	113	0.6%
Other values (4528)	18731	92.1%
(Missing)	407	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
31	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
46	1	< 0.1%
47	2	< 0.1%
48	1	< 0.1%
51	3	< 0.1%

Value	Count	Frequency (%)
693.1333333	1	< 0.1%
671.5	1	< 0.1%
666	1	< 0.1%
563	1	< 0.1%
521.3333333	1	< 0.1%
509.25	1	< 0.1%
501	1	< 0.1%
499.3333333	1	< 0.1%
472	1	< 0.1%
463	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	1364
Distinct (%)	17.6%
Missing	12603
Missing (%)	62.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.093051854

Minimum	0.3
Maximum	26.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.2
median	1.666666667
Q3	2.4
95-th percentile	4.614
Maximum	26.95
Range	26.65
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.703575579
Coefficient of variation (CV)	0.8139194333
Kurtosis	35.54188518
Mean	2.093051854
Median Absolute Deviation (MAD)	0.5333333333
Skewness	4.752367759
Sum	16185.56998
Variance	2.902169752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	297	1.5%
1.2	290	1.4%
1.3	282	1.4%
1.4	258	1.3%
0.9	249	1.2%
1.1	242	1.2%
1.5	240	1.2%
1.6	222	1.1%
1.7	189	0.9%
1.8	184	0.9%
Other values (1354)	5280	26.0%
(Missing)	12603	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	< 0.1%
0.325	1	< 0.1%
0.37	1	< 0.1%
0.4	4	< 0.1%
0.5	19	0.1%
0.55	7	< 0.1%
0.5666666667	2	< 0.1%
0.575	1	< 0.1%
0.6	52	0.3%
0.6	3	< 0.1%

Value	Count	Frequency (%)
26.95	1	< 0.1%
25.05	1	< 0.1%
21.78888889	1	< 0.1%
19	1	< 0.1%
18.7	2	< 0.1%
18.625	1	< 0.1%
17.8	1	< 0.1%
17.5	1	< 0.1%
17.125	1	< 0.1%
16.80666667	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	739
Distinct (%)	3.9%
Missing	1388
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.018570403

Minimum	0.8
Maximum	8.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.8
5-th percentile	1.6
Q1	1.8
median	2
Q3	2.175
95-th percentile	2.55
Maximum	8.2
Range	7.4
Interquartile range (IQR)	0.375

Descriptive statistics

Standard deviation	0.3182137285
Coefficient of variation (CV)	0.1576431161
Kurtosis	19.34391377
Mean	2.018570403
Median Absolute Deviation (MAD)	0.18
Skewness	1.922416785
Sum	38247.872
Variance	0.101259977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1491	7.3%
1.9	1247	6.1%
2.1	1147	5.6%
1.8	1081	5.3%
2.2	797	3.9%
1.7	773	3.8%
2.3	531	2.6%
1.85	480	2.4%
1.6	475	2.3%
2.05	472	2.3%
Other values (729)	10454	51.4%
(Missing)	1388	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	< 0.1%
0.9	2	< 0.1%
1	8	< 0.1%
1.05	2	< 0.1%
1.066666667	1	< 0.1%
1.1	11	0.1%
1.15	1	< 0.1%
1.166666667	1	< 0.1%
1.2	28	0.1%
1.2	2	< 0.1%

Value	Count	Frequency (%)
8.2	1	< 0.1%
6.8	1	< 0.1%
6.675	1	< 0.1%
6.5	1	< 0.1%
6.2	1	< 0.1%
4.775	1	< 0.1%
4.5	1	< 0.1%
4.2	2	< 0.1%
4.12	1	< 0.1%
4.1	2	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1262
Distinct (%)	7.6%
Missing	3650
Missing (%)	17.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.557916442

Minimum	0.45
Maximum	14.46666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.45
5-th percentile	2.1
Q1	2.8
median	3.35
Q3	4.05
95-th percentile	5.7
Maximum	14.46666667
Range	14.01666667
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	1.19359207
Coefficient of variation (CV)	0.3354750144
Kurtosis	6.687354431
Mean	3.557916442
Median Absolute Deviation (MAD)	0.6
Skewness	1.789741422
Sum	59367.39375
Variance	1.424662029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.5	443	2.2%
3	432	2.1%
3.1	425	2.1%
3.3	417	2.1%
3.2	411	2.0%
3.4	401	2.0%
2.8	370	1.8%
3.6	362	1.8%
2.9	362	1.8%
3.7	355	1.7%
Other values (1252)	12708	62.5%
(Missing)	3650	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.45	1	< 0.1%
0.7	1	< 0.1%
0.8	2	< 0.1%
0.9	3	< 0.1%
0.9142857143	1	< 0.1%
0.95	2	< 0.1%
0.975	1	< 0.1%
1	5	< 0.1%
1.06	1	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
14.46666667	1	< 0.1%
14.45	1	< 0.1%
13.375	1	< 0.1%
13.3	1	< 0.1%
13.21666667	1	< 0.1%
13	1	< 0.1%
12.9	1	< 0.1%
12.4	1	< 0.1%
12.1	1	< 0.1%
11.96666667	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	1565
Distinct (%)	7.9%
Missing	433
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.135700082

Minimum	2.2
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	2.2
5-th percentile	3.45
Q1	3.806904762
median	4.1
Q3	4.4
95-th percentile	5
Maximum	9
Range	6.8
Interquartile range (IQR)	0.5930952381

Descriptive statistics

Standard deviation	0.4834578783
Coefficient of variation (CV)	0.1168986795
Kurtosis	2.579263651
Mean	4.135700082
Median Absolute Deviation (MAD)	0.3
Skewness	0.8839187897
Sum	82312.83873
Variance	0.2337315201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	839	4.1%
3.9	723	3.6%
4.1	616	3.0%
4.2	614	3.0%
3.8	555	2.7%
4.3	533	2.6%
3.7	441	2.2%
4.5	404	2.0%
4.4	403	2.0%
3.6	388	1.9%
Other values (1555)	14387	70.7%
(Missing)	433	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	< 0.1%
2.5	1	< 0.1%
2.65	1	< 0.1%
2.666666667	1	< 0.1%
2.7	3	< 0.1%
2.72	1	< 0.1%
2.75	3	< 0.1%
2.8	7	< 0.1%
2.82	1	< 0.1%
2.85	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8.46	1	< 0.1%
7.1	1	< 0.1%
6.98	1	< 0.1%
6.9	1	< 0.1%
6.85	1	< 0.1%
6.8	1	< 0.1%
6.8	1	< 0.1%
6.775	1	< 0.1%
6.75	1	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	662
Distinct (%)	11.5%
Missing	14566
Missing (%)	71.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.760810069

Minimum	0.1
Maximum	45.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.4
median	0.7
Q3	1.366666667
95-th percentile	6.571
Maximum	45.9
Range	45.8
Interquartile range (IQR)	0.9666666667

Descriptive statistics

Standard deviation	3.840258073
Coefficient of variation (CV)	2.180960992
Kurtosis	44.17062061
Mean	1.760810069
Median Absolute Deviation (MAD)	0.35
Skewness	5.964460236
Sum	10159.8741
Variance	14.74758207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	496	2.4%
0.5	487	2.4%
0.4	477	2.3%
0.6	390	1.9%
0.7	352	1.7%
0.2	308	1.5%
0.8	286	1.4%
0.9	224	1.1%
1	175	0.9%
1.1	122	0.6%
Other values (652)	2453	12.1%
(Missing)	14566	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	59	0.3%
0.125	1	< 0.1%
0.1333333333	4	< 0.1%
0.15	11	0.1%
0.1666666667	2	< 0.1%
0.2	1	< 0.1%
0.2	308	1.5%
0.2	2	< 0.1%
0.22	1	< 0.1%
0.225	1	< 0.1%

Value	Count	Frequency (%)
45.9	1	< 0.1%
45.75	1	< 0.1%
44.96666667	1	< 0.1%
44.1	1	< 0.1%
43.2	1	< 0.1%
42.35	1	< 0.1%
40.75	1	< 0.1%
40.15	1	< 0.1%
40.03333333	1	< 0.1%
36.3	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	305
Distinct (%)	62.4%
Missing	19847
Missing (%)	97.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.906701104

Minimum	0.3
Maximum	48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.3566666667
Q1	0.8
median	3.55
Q3	12.5
95-th percentile	35.84
Maximum	48
Range	47.7
Interquartile range (IQR)	11.7

Descriptive statistics

Standard deviation	11.37407288
Coefficient of variation (CV)	1.277024203
Kurtosis	1.640371742
Mean	8.906701104
Median Absolute Deviation (MAD)	3.05
Skewness	1.58091301
Sum	4355.37684
Variance	129.3695339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	24	0.1%
0.3	22	0.1%
0.4	20	0.1%
0.8	17	0.1%
0.6	12	0.1%
0.7	11	0.1%
1	9	< 0.1%
1.1	6	< 0.1%
1.15	6	< 0.1%
0.9	5	< 0.1%
Other values (295)	357	1.8%
(Missing)	19847	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	22	0.1%
0.35	3	< 0.1%
0.3666666667	1	< 0.1%
0.4	20	0.1%
0.425	1	< 0.1%
0.45	1	< 0.1%
0.45	2	< 0.1%
0.4666666667	2	< 0.1%
0.5	24	0.1%
0.5333333333	2	< 0.1%

Value	Count	Frequency (%)
48	1	< 0.1%
46.5	1	< 0.1%
46	1	< 0.1%
45	2	< 0.1%
44.8	1	< 0.1%
44.2	1	< 0.1%
42.9	1	< 0.1%
42	1	< 0.1%
41.5	1	< 0.1%
41	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5008
Distinct (%)	25.1%
Missing	364
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	31.63387892

Minimum	10.25
Maximum	68.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	10.25
5-th percentile	25.20423077
Q1	28.35
median	31
Q3	34.46666667
95-th percentile	40.1
Maximum	68.04
Range	57.79
Interquartile range (IQR)	6.116666667

Descriptive statistics

Standard deviation	4.612103956
Coefficient of variation (CV)	0.145796346
Kurtosis	0.9954907795
Mean	31.63387892
Median Absolute Deviation (MAD)	2.966666667
Skewness	0.6914464824
Sum	631791.8298
Variance	21.2715029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.5	72	0.4%
31.5	72	0.4%
35	71	0.3%
30	71	0.3%
31	69	0.3%
29	68	0.3%
30.5	66	0.3%
32.1	65	0.3%
33.4	63	0.3%
32.5	62	0.3%
Other values (4998)	19293	94.9%
(Missing)	364	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.25	1	< 0.1%
11.86	1	< 0.1%
14.83333333	1	< 0.1%
16.1	1	< 0.1%
16.8	1	< 0.1%
17.46666667	1	< 0.1%
18.25	1	< 0.1%
18.36666667	1	< 0.1%
18.4	1	< 0.1%
18.5	1	< 0.1%

Value	Count	Frequency (%)
68.04	1	< 0.1%
62.45	1	< 0.1%
61.7	1	< 0.1%
61.05	1	< 0.1%
58	1	< 0.1%
56.3875	1	< 0.1%
56.1	1	< 0.1%
55.85	1	< 0.1%
55.53333333	1	< 0.1%
54.75	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2355
Distinct (%)	11.9%
Missing	507
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%
Mean	10.75987035

Minimum	3.325
Maximum	20.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3.325
5-th percentile	8.4
Q1	9.6
median	10.55
Q3	11.75
95-th percentile	13.8
Maximum	20.96
Range	17.635
Interquartile range (IQR)	2.15

Descriptive statistics

Standard deviation	1.637669715
Coefficient of variation (CV)	0.1522016215
Kurtosis	0.5062771099
Mean	10.75987035
Median Absolute Deviation (MAD)	1.05
Skewness	0.5812765727
Sum	213357.4692
Variance	2.681962094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	247	1.2%
10	225	1.1%
10.6	204	1.0%
9.6	199	1.0%
10.9	199	1.0%
10.3	196	1.0%
9.5	195	1.0%
9.8	194	1.0%
9.9	193	0.9%
11.1	191	0.9%
Other values (2345)	17786	87.5%
(Missing)	507	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.325	1	< 0.1%
4.175	1	< 0.1%
5.4	2	< 0.1%
5.6	1	< 0.1%
5.9	1	< 0.1%
6	1	< 0.1%
6.025	1	< 0.1%
6.05	1	< 0.1%
6.15	1	< 0.1%
6.2	1	< 0.1%

Value	Count	Frequency (%)
20.96	1	< 0.1%
19.8	1	< 0.1%
19.3	2	< 0.1%
18.8	1	< 0.1%
18.6	1	< 0.1%
18.45	1	< 0.1%
18.05	1	< 0.1%
17.95	1	< 0.1%
17.6	1	< 0.1%
17.5	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	4027
Distinct (%)	25.4%
Missing	4496
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	36.56864135

Minimum	17.1
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	17.1
5-th percentile	23.1
Q1	27.1
median	31.15
Q3	38.6
95-th percentile	72.55166667
Maximum	150
Range	132.9
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	16.72308365
Coefficient of variation (CV)	0.4573066714
Kurtosis	9.733848023
Mean	36.56864135
Median Absolute Deviation (MAD)	5
Skewness	2.74209416
Sum	579247.279
Variance	279.6615269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.5	83	0.4%
27.6	83	0.4%
27	79	0.4%
28	78	0.4%
29.3	77	0.4%
28.1	76	0.4%
27.7	75	0.4%
28.6	74	0.4%
29.5	73	0.4%
28.3	72	0.4%
Other values (4017)	15070	74.1%
(Missing)	4496	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.1	1	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
17.65	1	< 0.1%
18.1	1	< 0.1%
18.25	1	< 0.1%
18.4	2	< 0.1%
18.45	1	< 0.1%
18.5	2	< 0.1%
18.6	2	< 0.1%

Value	Count	Frequency (%)
150	34	0.2%
145.9	1	< 0.1%
145.45	1	< 0.1%
143.7	1	< 0.1%
142.1	1	< 0.1%
140.6	1	< 0.1%
139	1	< 0.1%
137.8	1	< 0.1%
137.3	1	< 0.1%
137.15	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	3287
Distinct (%)	16.7%
Missing	625
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	11.76131034

Minimum	0.1
Maximum	305.75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	5.05
Q1	8.25
median	10.875
Q3	14
95-th percentile	20.6
Maximum	305.75
Range	305.65
Interquartile range (IQR)	5.75

Descriptive statistics

Standard deviation	6.61279845
Coefficient of variation (CV)	0.5622501453
Kurtosis	302.681305
Mean	11.76131034
Median Absolute Deviation (MAD)	2.85
Skewness	10.36808671
Sum	231827.1882
Variance	43.72910335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.9	107	0.5%
10	106	0.5%
9.5	106	0.5%
10.2	101	0.5%
10.3	101	0.5%
9	100	0.5%
8.6	100	0.5%
8	99	0.5%
8.4	98	0.5%
9.1	97	0.5%
Other values (3277)	18696	91.9%
(Missing)	625	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	4	< 0.1%
0.1	2	< 0.1%
0.15	1	< 0.1%
0.15	1	< 0.1%
0.1666666667	1	< 0.1%
0.2	8	< 0.1%
0.2	1	< 0.1%
0.2333333333	1	< 0.1%
0.25	1	< 0.1%
0.3	2	< 0.1%

Value	Count	Frequency (%)
305.75	1	< 0.1%
203.1666667	1	< 0.1%
168.6	1	< 0.1%
151.7666667	1	< 0.1%
147.1714286	1	< 0.1%
134.225	1	< 0.1%
126.2	1	< 0.1%
120.5	1	< 0.1%
119.9	1	< 0.1%
116.5	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	1108
Distinct (%)	43.2%
Missing	17769
Missing (%)	87.4%
Infinite	0
Infinite (%)	0.0%
Mean	311.7025739

Minimum	52.5
Maximum	1383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	52.5
5-th percentile	125.8833333
Q1	193.3166667
median	264
Q3	386.5
95-th percentile	654.85
Maximum	1383
Range	1330.5
Interquartile range (IQR)	193.1833333

Descriptive statistics

Standard deviation	167.4443938
Coefficient of variation (CV)	0.5371928493
Kurtosis	2.662096449
Mean	311.7025739
Median Absolute Deviation (MAD)	85
Skewness	1.44842109
Sum	800140.5073
Variance	28037.62502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
214	14	0.1%
222	12	0.1%
151	12	0.1%
239	12	0.1%
185	12	0.1%
217	12	0.1%
202	11	0.1%
163	11	0.1%
216	11	0.1%
248	11	0.1%
Other values (1098)	2449	12.0%
(Missing)	17769	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52.5	1	< 0.1%
58	1	< 0.1%
63	1	< 0.1%
64.91666667	1	< 0.1%
65	1	< 0.1%
75.375	1	< 0.1%
75.75	1	< 0.1%
76	2	< 0.1%
79.66666667	1	< 0.1%
80.75	1	< 0.1%

Value	Count	Frequency (%)
1383	1	< 0.1%
1246	1	< 0.1%
1211	1	< 0.1%
1161	1	< 0.1%
1030	1	< 0.1%
1000	1	< 0.1%
976	1	< 0.1%
960	1	< 0.1%
956	1	< 0.1%
946	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	3464
Distinct (%)	17.5%
Missing	585
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	212.0161986

Minimum	9.333333333
Maximum	1687.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	9.333333333
5-th percentile	85.25
Q1	144.3333333
median	193
Q3	256
95-th percentile	400.5
Maximum	1687.5
Range	1678.166667
Interquartile range (IQR)	111.6666667

Descriptive statistics

Standard deviation	105.2199416
Coefficient of variation (CV)	0.4962825589
Kurtosis	10.57167137
Mean	212.0161986
Median Absolute Deviation (MAD)	54.6
Skewness	2.070866857
Sum	4187531.939
Variance	11071.23611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
184	69	0.3%
180	69	0.3%
167	68	0.3%
201	68	0.3%
195	67	0.3%
185	64	0.3%
211	64	0.3%
160	63	0.3%
163	63	0.3%
189	62	0.3%
Other values (3454)	19094	93.9%
(Missing)	585	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.333333333	1	< 0.1%
9.5	1	< 0.1%
9.727272727	1	< 0.1%
10.2	1	< 0.1%
12.875	1	< 0.1%
13	2	< 0.1%
14	2	< 0.1%
15.66666667	1	< 0.1%
17	1	< 0.1%
17.33333333	2	< 0.1%

Value	Count	Frequency (%)
1687.5	1	< 0.1%
1544	1	< 0.1%
1343	1	< 0.1%
1300.5	1	< 0.1%
1187.75	1	< 0.1%
1113.75	1	< 0.1%
1101.333333	1	< 0.1%
1096.5	1	< 0.1%
1067.5	1	< 0.1%
1056.5	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	7280
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.6216129

Minimum	18.11
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	18.11
5-th percentile	30.8475
Q1	52.29
median	64.67
Q3	75.66
95-th percentile	84.95
Maximum	89
Range	70.89
Interquartile range (IQR)	23.37

Descriptive statistics

Standard deviation	16.23615352
Coefficient of variation (CV)	0.2592739594
Kurtosis	-0.2520549698
Mean	62.6216129
Median Absolute Deviation (MAD)	11.61
Skewness	-0.5902903968
Sum	1273473.12
Variance	263.6126812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65.82	13	0.1%
68.17	12	0.1%
71.37	12	0.1%
65.47	12	0.1%
69.68	12	0.1%
72.81	11	0.1%
69.58	11	0.1%
64.86	11	0.1%
62.5	11	0.1%
77.77	11	0.1%
Other values (7270)	20220	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.11	3	< 0.1%
18.13	1	< 0.1%
18.14	2	< 0.1%
18.15	1	< 0.1%
18.18	1	< 0.1%
18.24	1	< 0.1%
18.32	1	< 0.1%
18.34	1	< 0.1%
18.35	2	< 0.1%
18.36	1	< 0.1%

Value	Count	Frequency (%)
89	1	< 0.1%
88.99	1	< 0.1%
88.98	2	< 0.1%
88.97	4	< 0.1%
88.96	1	< 0.1%
88.95	1	< 0.1%
88.95	3	< 0.1%
88.94	2	< 0.1%
88.93	1	< 0.1%
88.92	1	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

1.0	11834
0.0	8502

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	11834	58.2%
0.0	8502	41.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	11834	58.2%
0.0	8502	41.8%

Most occurring characters

Value	Count	Frequency (%)
0	28838	47.3%
.	20336	33.3%
1	11834	19.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40672	66.7%
Other Punctuation	20336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28838	70.9%
1	11834	29.1%

Other Punctuation

Value	Count	Frequency (%)
.	20336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28838	47.3%
.	20336	33.3%
1	11834	19.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28838	47.3%
.	20336	33.3%
1	11834	19.4%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	9522
Missing (%)	46.8%
Memory size	159.0 KiB

0.0	5470
1.0	5344

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	32442
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	5470	26.9%
1.0	5344	26.3%
(Missing)	9522	46.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	5470	50.6%
1.0	5344	49.4%

Most occurring characters

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21628	66.7%
Other Punctuation	10814	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16284	75.3%
1	5344	24.7%

Other Punctuation

Value	Count	Frequency (%)
.	10814	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32442	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	9522
Missing (%)	46.8%
Memory size	159.0 KiB

1.0	5470
0.0	5344

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	32442
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	5470	26.9%
0.0	5344	26.3%
(Missing)	9522	46.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	5470	50.6%
0.0	5344	49.4%

Most occurring characters

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21628	66.7%
Other Punctuation	10814	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16158	74.7%
1	5470	25.3%

Other Punctuation

Value	Count	Frequency (%)
.	10814	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32442	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

HospAdmTime
Real number (ℝ)

Distinct	7676
Distinct (%)	37.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-48.67841062

Minimum	-3710.66
Maximum	23.99
Zeros	168
Zeros (%)	0.8%
Negative	19912
Negative (%)	97.9%
Memory size	159.0 KiB

Quantile statistics

Minimum	-3710.66
5-th percentile	-236.12
Q1	-34.135
median	-2.77
Q3	-0.02
95-th percentile	-0.01
Maximum	23.99
Range	3734.65
Interquartile range (IQR)	34.115

Descriptive statistics

Standard deviation	143.6833182
Coefficient of variation (CV)	-2.951684666
Kurtosis	123.0885825
Mean	-48.67841062
Median Absolute Deviation (MAD)	2.75
Skewness	-8.542504055
Sum	-989875.48
Variance	20644.89593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	3561	17.5%
-0.03	1635	8.0%
-0.01	1065	5.2%
-0.04	631	3.1%
-0.03	339	1.7%
-0.03	316	1.6%
-0.05	256	1.3%
0	168	0.8%
-0.02	122	0.6%
-0.06	91	0.4%
Other values (7666)	12151	59.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3710.66	1	< 0.1%
-3322.9	1	< 0.1%
-3269.1	1	< 0.1%
-3212.56	1	< 0.1%
-3141.55	1	< 0.1%
-2668.77	1	< 0.1%
-2562.53	1	< 0.1%
-2506.69	1	< 0.1%
-2476.58	1	< 0.1%
-2379.76	1	< 0.1%

Value	Count	Frequency (%)
23.99	1	< 0.1%
22.04	1	< 0.1%
20.04	1	< 0.1%
17.34	1	< 0.1%
16.02	1	< 0.1%
14.65	1	< 0.1%
14.21	1	< 0.1%
14	1	< 0.1%
11.94	1	< 0.1%
10.99	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	226
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.84522522

Minimum	4.5
Maximum	320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	4.5
5-th percentile	8.5
Q1	14
median	20.5
Q3	25
95-th percentile	30
Maximum	320
Range	315.5
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.71782428
Coefficient of variation (CV)	0.5621346929
Kurtosis	84.39630215
Mean	20.84522522
Median Absolute Deviation (MAD)	5.5
Skewness	6.167088074
Sum	423908.5
Variance	137.3074058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.5	626	3.1%
22	619	3.0%
21	598	2.9%
23.5	597	2.9%
20.5	596	2.9%
20	591	2.9%
23	585	2.9%
22.5	579	2.8%
24	570	2.8%
19.5	570	2.8%
Other values (216)	14405	70.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	88	0.4%
5	87	0.4%
5.5	74	0.4%
6	87	0.4%
6.5	91	0.4%
7	110	0.5%
7.5	149	0.7%
8	157	0.8%
8.5	206	1.0%
9	261	1.3%

Value	Count	Frequency (%)
320	1	< 0.1%
309	1	< 0.1%
286	1	< 0.1%
169.5	1	< 0.1%
169	1	< 0.1%
168.5	5	< 0.1%
165.5	1	< 0.1%
164.5	1	< 0.1%
154	1	< 0.1%
153	1	< 0.1%

SepsisLabel
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	350
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03360332271

Minimum	0
Maximum	1
Zeros	18546
Zeros (%)	91.2%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.2083333333
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1431976379
Coefficient of variation (CV)	4.261413049
Kurtosis	27.7509207
Mean	0.03360332271
Median Absolute Deviation (MAD)	0
Skewness	5.164975623
Sum	683.3571706
Variance	0.02050556349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18546	91.2%
1	203	1.0%
0.8333333333	33	0.2%
0.5882352941	31	0.2%
0.9090909091	30	0.1%
0.6666666667	27	0.1%
0.4761904762	25	0.1%
0.7142857143	24	0.1%
0.5555555556	23	0.1%
0.5	23	0.1%
Other values (340)	1371	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18546	91.2%
0.01785714286	1	< 0.1%
0.02727272727	1	< 0.1%
0.02950819672	1	< 0.1%
0.03048780488	1	< 0.1%
0.03146853147	1	< 0.1%
0.03249097473	1	< 0.1%
0.03272727273	1	< 0.1%
0.03278688525	1	< 0.1%
0.03358208955	1	< 0.1%

Value	Count	Frequency (%)
1	203	1.0%
0.9090909091	30	0.1%
0.9	17	0.1%
0.8333333333	33	0.2%
0.8181818182	13	0.1%
0.7692307692	17	0.1%
0.75	14	0.1%
0.7142857143	24	0.1%
0.6923076923	13	0.1%
0.6666666667	27	0.1%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

0.0	18546
1.0	1790

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	18546	91.2%
1.0	1790	8.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	18546	91.2%
1.0	1790	8.8%

Most occurring characters

Value	Count	Frequency (%)
0	38882	63.7%
.	20336	33.3%
1	1790	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40672	66.7%
Other Punctuation	20336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	38882	95.6%
1	1790	4.4%

Other Punctuation

Value	Count	Frequency (%)
.	20336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	38882	63.7%
.	20336	33.3%
1	1790	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	38882	63.7%
.	20336	33.3%
1	1790	2.9%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	228
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.85793666

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	8
5-th percentile	15
Q1	25
median	39
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	22.30865867
Coefficient of variation (CV)	0.5741081639
Kurtosis	40.49091179
Mean	38.85793666
Median Absolute Deviation (MAD)	11
Skewness	4.703211094
Sum	790215
Variance	497.6762517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	700	3.4%
39	665	3.3%
38	656	3.2%
40	634	3.1%
41	632	3.1%
37	632	3.1%
43	600	3.0%
42	597	2.9%
44	580	2.9%
46	560	2.8%
Other values (218)	14080	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	124	0.6%
9	122	0.6%
10	95	0.5%
11	114	0.6%
12	121	0.6%
13	145	0.7%
14	194	1.0%
15	231	1.1%
16	274	1.3%
17	348	1.7%

Value	Count	Frequency (%)
336	5	< 0.1%
335	1	< 0.1%
334	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
305	2	< 0.1%
297	1	< 0.1%
286	1	< 0.1%
279	1	< 0.1%
277	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	101.571429	91.477273	36.778000	126.809524	87.261905	NaN	24.820000	NaN	20.714286	46.500000	0.282500	7.347143	95.333333	86.500000	16.000000	18.000000	98.0	9.450000	85.000000	0.700000	NaN	163.000000	NaN	2.100000	3.500000	4.200000	0.300000	NaN	36.700000	12.350000	NaN	10.200000	NaN	327.500000	83.14	0.0	NaN	NaN	-0.03	27.5	0.00000	0.0	54.0
1	2	60.954545	97.000000	36.165000	136.600000	66.704545	44.066667	14.236842	NaN	NaN	22.000000	NaN	NaN	NaN	NaN	NaN	100.000000	NaN	7.900000	113.000000	2.500000	NaN	78.000000	NaN	2.500000	4.400000	5.100000	NaN	NaN	27.800000	9.700000	NaN	11.000000	NaN	158.000000	75.91	0.0	0.0	1.0	-98.60	12.0	0.00000	0.0	23.0
2	3	79.611111	95.431818	37.609375	140.033333	81.048000	54.392857	25.633333	NaN	6.500000	30.666667	0.642857	7.496667	39.500000	NaN	NaN	28.666667	NaN	11.000000	99.000000	0.866667	NaN	98.000000	NaN	2.433333	2.533333	3.775000	NaN	NaN	28.650000	9.633333	30.000000	9.000000	NaN	479.666667	45.82	0.0	1.0	0.0	-1195.71	24.5	0.00000	0.0	48.0
3	4	102.444444	98.203704	36.455000	113.019231	67.147308	51.428571	18.884615	NaN	0.000000	22.000000	NaN	7.390000	43.000000	97.833333	NaN	16.500000	NaN	8.200000	106.500000	0.800000	NaN	135.333333	NaN	2.050000	3.800000	4.433333	NaN	NaN	25.800000	8.300000	21.800000	7.600000	NaN	182.000000	65.71	0.0	0.0	1.0	-8.77	15.0	0.00000	0.0	29.0
4	5	73.916667	97.500000	36.992222	132.770833	87.088235	NaN	16.500000	NaN	NaN	25.666667	NaN	NaN	NaN	NaN	20.666667	7.333333	69.0	8.166667	105.333333	0.633333	NaN	123.000000	NaN	2.200000	2.866667	3.566667	0.566667	NaN	42.133333	14.700000	29.000000	6.933333	NaN	279.000000	28.09	1.0	1.0	0.0	-0.05	25.5	0.00000	0.0	48.0
5	6	100.000000	98.437500	36.600000	125.933333	88.110667	NaN	26.583333	NaN	0.000000	29.000000	0.400000	7.340000	47.000000	NaN	NaN	9.000000	NaN	NaN	111.000000	0.700000	NaN	144.666667	1.400000	NaN	NaN	3.800000	NaN	NaN	36.900000	12.200000	NaN	12.000000	NaN	298.000000	52.01	1.0	1.0	0.0	-0.03	11.0	0.00000	0.0	17.0
6	7	120.363636	95.409091	37.842143	110.130682	74.125000	59.627907	20.909091	NaN	-9.000000	16.166667	0.446154	7.330000	27.800000	NaN	452.000000	63.166667	88.0	7.250000	116.666667	3.766667	NaN	181.166667	2.200000	1.750000	1.966667	3.400000	1.400000	NaN	41.933333	15.440000	26.240000	8.900000	NaN	45.333333	64.24	1.0	1.0	0.0	-0.05	23.0	0.00000	0.0	45.0
7	8	76.342105	97.805556	36.294545	109.835526	66.000000	47.618421	16.592105	NaN	-8.428571	15.545455	NaN	7.346429	28.250000	NaN	NaN	29.181818	NaN	7.900000	106.545455	1.183333	NaN	105.571429	1.520000	1.957143	3.375000	4.741667	NaN	NaN	27.933333	9.633333	NaN	9.933333	NaN	258.333333	87.08	1.0	NaN	NaN	-2.23	20.5	0.00000	0.0	40.0
8	9	112.647059	97.930672	37.618125	120.014706	81.674370	66.080000	24.194328	NaN	1.404255	27.476190	0.489091	7.367021	47.382979	90.958333	NaN	18.526316	NaN	7.882353	107.263158	0.973684	NaN	120.013889	2.245833	2.044444	3.200000	3.744286	NaN	NaN	28.793939	9.868519	32.053571	10.582353	341.75	263.473684	27.92	1.0	NaN	NaN	-0.03	129.5	0.03876	1.0	258.0
9	10	77.043478	95.826087	36.880952	113.956522	73.608696	55.173913	18.652174	NaN	-0.750000	24.000000	0.514286	7.387500	38.750000	97.333333	NaN	17.500000	NaN	NaN	106.666667	1.000000	NaN	105.000000	1.100000	2.100000	NaN	3.833333	NaN	NaN	30.866667	10.200000	29.900000	9.300000	NaN	111.000000	76.71	0.0	0.0	1.0	-2.36	14.0	0.00000	0.0	23.0

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
20326	20634	86.600000	96.525000	37.310000	105.150000	67.641500	52.900000	16.537500	NaN	2.0	27.000000	0.540000	7.405000	44.714286	92.000000	NaN	15.000000	NaN	NaN	111.000000	0.650000	NaN	120.000000	NaN	2.200000	NaN	4.183333	NaN	NaN	28.150000	9.950000	30.00	8.300000	NaN	224.500000	57.26	1.0	0.0	1.0	-2.90	12.5	0.000000	0.0	20.0
20327	20635	68.675000	96.175000	36.883000	127.706897	82.050000	63.982759	15.500000	NaN	0.0	24.000000	NaN	7.410000	37.000000	NaN	NaN	12.000000	NaN	7.800000	110.000000	0.800000	NaN	107.000000	1.000000	1.800000	2.200000	3.700000	NaN	NaN	28.700000	10.100000	39.95	9.000000	NaN	301.000000	56.75	1.0	NaN	NaN	-0.01	22.5	0.000000	0.0	42.0
20328	20636	67.639535	96.651163	36.275833	104.616279	68.662791	47.941860	13.837209	NaN	0.0	23.200000	0.583333	7.368571	41.500000	87.333333	1033.0	35.200000	204.0	NaN	104.714286	1.350000	NaN	86.666667	NaN	1.900000	NaN	4.485714	1.8	NaN	28.144444	9.580000	38.30	5.800000	NaN	215.500000	82.36	0.0	0.0	1.0	0.32	26.0	0.000000	0.0	43.0
20329	20637	96.464286	97.478571	36.413889	129.803571	97.696429	75.363095	18.244681	NaN	-7.0	17.259259	0.427273	7.267037	41.400000	NaN	NaN	61.440000	NaN	8.292308	94.388889	3.853846	NaN	208.076923	0.771429	1.878000	5.407692	5.009259	NaN	NaN	29.228571	9.585714	35.85	14.171429	NaN	266.857143	60.66	1.0	1.0	0.0	-0.02	72.5	0.063380	1.0	142.0
20330	20638	79.525000	97.325000	36.625455	142.272727	90.975000	68.030303	19.862500	NaN	NaN	28.666667	NaN	NaN	NaN	NaN	NaN	17.333333	NaN	9.100000	106.666667	1.300000	NaN	98.000000	NaN	2.066667	3.500000	3.700000	NaN	NaN	37.766667	13.133333	24.80	7.233333	NaN	176.000000	68.38	1.0	NaN	NaN	-0.02	22.0	0.000000	0.0	41.0
20331	20639	87.420000	98.940000	36.391000	101.354167	71.166667	NaN	19.800000	NaN	NaN	19.000000	NaN	NaN	NaN	NaN	80.0	32.000000	154.0	8.200000	105.000000	0.800000	NaN	89.000000	NaN	1.600000	4.000000	4.100000	3.1	NaN	28.833333	9.700000	33.40	18.100000	263.0	25.500000	59.14	1.0	1.0	0.0	-0.02	13.5	0.000000	0.0	26.0
20332	20640	80.920000	95.620000	37.247917	126.540000	76.253200	56.166667	15.437500	NaN	-3.7	20.000000	0.692308	7.358333	37.900000	96.750000	NaN	15.000000	NaN	7.700000	106.000000	0.700000	NaN	160.900000	NaN	2.500000	NaN	4.350000	NaN	NaN	30.620000	11.200000	35.40	14.300000	NaN	148.000000	74.53	0.0	0.0	1.0	-59.09	15.0	0.000000	0.0	25.0
20333	20641	85.900000	97.023810	37.055000	116.976190	67.157895	61.214286	16.380952	NaN	NaN	30.500000	NaN	NaN	NaN	NaN	NaN	17.000000	NaN	8.850000	99.000000	0.750000	NaN	110.000000	NaN	2.250000	3.550000	3.500000	NaN	NaN	32.650000	11.100000	23.00	9.150000	NaN	302.500000	33.01	1.0	NaN	NaN	-0.01	16.0	0.000000	0.0	21.0
20334	20642	96.525000	99.512821	36.457778	107.555556	74.685714	56.222222	18.062500	NaN	0.0	27.500000	0.466667	7.450000	34.000000	99.000000	NaN	12.000000	NaN	8.850000	106.000000	0.400000	NaN	118.000000	NaN	1.950000	4.200000	4.200000	NaN	NaN	31.333333	10.566667	27.40	7.533333	NaN	257.000000	69.80	0.0	NaN	NaN	-10.58	21.5	0.000000	0.0	42.0
20335	20643	94.448276	97.178571	38.083750	148.420000	93.483871	76.760000	16.035714	NaN	0.0	25.666667	0.490909	7.374000	45.200000	95.200000	103.5	20.500000	128.5	8.233333	103.666667	2.100000	NaN	162.333333	1.600000	2.150000	4.025000	3.775000	0.7	NaN	31.166667	11.550000	29.75	13.950000	NaN	325.500000	62.29	1.0	NaN	NaN	-0.03	19.0	0.272727	1.0	33.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows